{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "93ef8ba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "products = ['口红', '面膜', '隔离', '防晒', '精华', '面霜']\n",
    "actual_sales = [653, 523, 648, 856, 714, 785]\n",
    "target_sales = [700, 500, 600, 900, 600, 600]\n",
    "pass_level = [600] * len(products)     # \"及格\" level\n",
    "good_level = [200] * len(products)     # \"良好\" level\n",
    "excellent_level = [200] * len(products) # \"优秀\" level\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "fig.patch.set_facecolor('#162447')\n",
    "ax.set_facecolor('#162447')\n",
    "\n",
    "bar_width = 0.4\n",
    "index = np.arange(len(products))\n",
    "\n",
    "ax.bar(index, pass_level, bar_width, label='及格', color='#0080FF')\n",
    "ax.bar(index, good_level, bar_width, bottom=pass_level, label='良好', color='#00BFFF')\n",
    "ax.bar(index, excellent_level, bar_width, bottom=np.array(pass_level) + np.array(good_level), label='优秀', color='#1E90FF')\n",
    "\n",
    "ax.bar(index, target_sales, bar_width / 4, color='white', label='目标', edgecolor='black', zorder=5)\n",
    "ax.bar(index, actual_sales, bar_width / 4, color='#FFD700', label='实际', edgecolor='black', zorder=5)\n",
    "\n",
    "for i, (actual, target) in enumerate(zip(actual_sales, target_sales)):\n",
    "    ax.text(index[i] - bar_width / 8, target + 30, f'{target}', ha='center', color='black', fontsize=10, zorder=5)\n",
    "    ax.text(index[i] + bar_width / 8, actual + 30, f'{actual}', ha='center', color='black', fontsize=10, zorder=5)\n",
    "\n",
    "ax.set_title('2022年上半年各商品销量完成情况\\n防晒整体销量最好，达到856，面霜远超目标，超额完成30%', color='white', fontsize=14, pad=20)\n",
    "ax.set_xlabel('*注：数据来源于公司销售系统，统计日期截至2022.06.30', color='white', fontsize=10, loc='right')\n",
    "ax.set_xticks(index)\n",
    "ax.set_xticklabels(products, color='white')\n",
    "ax.set_yticks(range(0, 1201, 200))\n",
    "ax.set_yticklabels(range(0, 1201, 200), color='white')\n",
    "\n",
    "legend = ax.legend(loc='upper right', fontsize=10)\n",
    "plt.setp(legend.get_texts(), color='white')\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
